Example Report — Fictional Brand for Demonstration Purposes Only
[K&C]
Known & Cited
AI Visibility Score Report
AVS International • Multi-Country Audit
BigShop Marketplace
UK • US • Germany Online Marketplace March 2026 4 LLMs × 3 Markets
Known for: Multi-category online marketplace, seller tools, competitive pricing, electronics and fashion verticals, European expansion
Important Note
Every tactic in this report can be delivered by your internal team or existing suppliers. What follows is how Known & Cited would deliver it and the investment required.*
🇬🇧
United Kingdom
52
CITED
Consistent presence. Strong on Perplexity & ChatGPT. Weak on Gemini.
🇺🇸
United States
31
EMERGING
Growing but fragmented. Dominated by Amazon comparisons.
🇩🇪
Germany
18
WHISPER
Near invisible. German-language content gaps critical.
Global Weighted AVS International
37
/ 100
EMERGING
Global Executive Summary
BigShop has radically different AI visibility across its three markets. In the UK — the home market — the brand is consistently cited as a viable alternative to Amazon and eBay. In the US, BigShop appears sporadically but is always framed as a comparison to Amazon rather than in its own right. In Germany, the brand is functionally invisible — a critical problem given BigShop's European expansion strategy. The 34-point gap between the UK (52) and Germany (18) represents both the challenge and the opportunity: the UK playbook works; it needs to be adapted and deployed internationally.
52
UK AVS International
CITED
31
US AVS International
EMERGING
18
DE AVS International
WHISPER
3
Markets
Analysed
72+
Total
Queries
Dimension🇬🇧 UK (52)🇺🇸 US (31)🇩🇪 DE (18)Gap Analysis
AI Visibility 58 / 100 35 / 100 15 / 100 UK is strong; US diluted by Amazon framing; DE has minimal presence in German-language LLM responses
Source Quality 48 / 100 28 / 100 16 / 100 UK has 12 citation sources; US has 5 (US media skews to Amazon coverage); DE has 2 (both English-language)
Narrative Alignment 50 / 100 30 / 100 24 / 100 UK narrative is accurate; US narrative is "Amazon alternative" (not ideal); DE narrative is absent
Cross-Market Insight
The pattern is clear: BigShop's AI visibility directly correlates with the volume of local-language, market-specific content. The UK has dedicated comparison pages, UK media coverage, and Trustpilot reviews. The US has limited market-specific content and is overshadowed by Amazon commentary. Germany has virtually no German-language structured content for LLMs to draw from. The fix is the same in each market — it just needs to be executed in the local language and context.
03 🇬🇧 UK Market — Detailed Analysis (AVS International 52 — Cited)
BrandMentionsShare of VoiceAVS International Status
Amazon UK4244%CITED
eBay UK2829%CITED
BigShop1819%CITED
OnBuy55%WHISPER
Fruugo33%GHOST
UK Insight
BigShop is the clear #3 marketplace in UK AI answers — a strong position. The brand is consistently mentioned in "alternatives to Amazon" and "best UK marketplaces" queries. The gap to close: BigShop rarely appears in category-specific queries ("best place to buy electronics online UK") where Amazon and eBay dominate. Category-specific content is the path to increasing UK SOV from 19% toward 25%+.
04 🇺🇸 US Market — Detailed Analysis (AVS International 31 — Emerging)
BrandMentionsShare of VoiceAVS International Status
Amazon5254%CITED
Walmart Marketplace1819%CITED
eBay US1415%EMERGING
BigShop88%EMERGING
Etsy44%WHISPER
US Insight
BigShop's US presence is entirely framed as "Amazon alternative" — which means the brand only appears when users specifically ask about competitors. BigShop is absent from organic product category queries, "where to buy" queries, and seller-focused queries. The US market requires independent positioning content that establishes BigShop's identity beyond the Amazon comparison.
05 🇩🇪 Germany Market — Detailed Analysis (AVS International 18 — Whisper)
BrandMentionsShare of VoiceAVS International Status
Amazon.de4856%CITED
Otto1619%EMERGING
eBay.de1214%EMERGING
Kaufland.de67%WHISPER
BigShop34%WHISPER
Germany Insight
Germany is a critical problem. BigShop's 3 mentions all came from English-language sources — German-language LLMs (which dominate German user queries) returned zero BigShop results. Otto and Kaufland.de have strong German-language content ecosystems. BigShop's European expansion depends on being visible in German AI answers, and right now it isn't. This requires dedicated German-language GEO content, not translated English content.

Each market requires a tailored strategy. The UK needs refinement; the US needs repositioning; Germany needs building from scratch. Below are per-market roadmaps with project-fee pricing for each tactic.

🇬🇧 UK Strategy — Consolidate & Expand (AVS International 52 → 65+)
Category-Specific Landing Pages (Electronics, Fashion, Home)

Create 4 GEO-optimised category hub pages: "Best electronics marketplace UK," "Fashion marketplace comparison," "Home & garden marketplace guide," and "Seller marketplace comparison UK." These directly address the category queries where BigShop currently loses to Amazon and eBay.

Delivered by: K&C dedicated copywriter (writing, GEO formatting) • Investment: £2,400 — 4 category hub pages with GEO optimisation and one round of amends per page
UK Media Coverage — Seller Success Stories

Pitch 2 seller success stories to UK business media (The Telegraph Business, Wired UK, or TechCrunch UK). Angle: "How independent sellers are building six-figure businesses on BigShop." Seller stories create citation-worthy content that LLMs reference in "best marketplace for sellers" queries.

Delivered by: K&C via external PR specialist (referral network) • Investment: £2,800 — PR strategy, 2 pitch packages, press materials, and media liaison
Gemini Visibility Fix — Schema & Shopping Feed Optimisation

BigShop's Gemini absence appears linked to missing Product schema markup and Shopping feed gaps. K&C provides schema audit and recommendations; BigShop's tech team implements.

Delivered by: K&C advisory (schema audit, strategy brief). Implementation by BigShop's engineering team. • Investment: £1,200 — schema audit document and technical recommendations
🇺🇸 US Strategy — Reposition & Establish (AVS International 31 → 45+)
US-Specific Positioning Content Hub

Build a dedicated US content hub: "Why BigShop," "BigShop vs Amazon — What's Different," "BigShop for US Sellers," and "Buyer Protection Comparison." The goal is to establish BigShop's US identity beyond being "another Amazon alternative." Each page GEO-optimised for US-locale queries.

Delivered by: K&C dedicated copywriter (writing, GEO formatting) with K&C oversight (US market positioning) • Investment: £3,000 — US content hub with 5 GEO-optimised pages, market research, and one round of amends
US Seller Marketplace Review Platform Presence

Establish and optimise BigShop profiles on G2, Capterra, and Trustpilot US. US LLMs heavily cite software review platforms for marketplace comparisons. Target: 100+ verified reviews within 90 days.

Delivered by: K&C advisory (profile strategy, optimisation). Review generation by BigShop's team. • Investment: £900 — profile setup, optimisation, and review strategy brief
US Media & Influencer Programme

Secure coverage in US tech/business media: TechCrunch, The Verge, or Business Insider. Pitch: "The marketplace challenging Amazon's seller model." Additionally, identify and brief 3 US-based e-commerce YouTubers/bloggers for authentic marketplace reviews.

Delivered by: K&C via external PR specialist (US referral network) • Investment: £3,600 — US PR strategy, pitch development, media liaison, influencer briefing programme
🇩🇪 Germany Strategy — Build from Scratch (AVS International 18 → 35+)
German-Language GEO Content Programme

Create a complete German-language content ecosystem: "Marktplatz-Vergleich Deutschland," "BigShop für Verkäufer," "BigShop vs Amazon.de," and category pages for electronics and fashion. This is NOT translation — it's native German content written for German consumers and German-language LLMs. Schema markup in German.

Delivered by: K&C (strategy, GEO direction) with in-country German-language copywriter (native writing) • Investment: £4,200 — German-language content programme including 6 GEO-optimised pages, schema markup guidance, and one round of amends per page
German Media Relations & Trade Press

Secure coverage in German e-commerce trade press: t3n, Gründerszene, or Handelsblatt Digital. Pitch in German, through a German PR specialist. Focus: BigShop's European seller tools and competitive pricing model.

Delivered by: K&C via in-country German PR specialist (referral network) • Investment: £3,200 — German PR strategy, pitch development, press materials, and media liaison. All in German.
German Review Platform Activation — Trustpilot.de & Trusted Shops

German consumers and German LLMs rely on Trusted Shops and Trustpilot.de rather than US review platforms. Establish profiles and implement a German-language review flow. Target: Trusted Shops certification within 90 days.

Delivered by: K&C advisory (strategy) with BigShop's German operations team (implementation) • Investment: £900 — review strategy brief, profile optimisation, and Trusted Shops application support
🌍 Cross-Market Strategy — Shared Initiatives
LinkedIn Thought Leadership — Global Executive Programme

BigShop's CEO publishes 2 posts per week on LinkedIn — global marketplace strategy, seller ecosystem insights, competitive landscape commentary. K&C provides the copy; the CEO posts on their own account. Content targets UK, US, and German audiences through language and framing choices.

Delivered by: K&C provides copy; client's executive posts on their own account • Investment: £1,200/month (£3,600 for the quarter) — 8 posts per month with one round of amends per post
Global Marketplace Research Publication

Publish "The State of Online Marketplaces 2026" — original research covering seller trends, buyer preferences, and market dynamics across UK, US, and Germany. Positions BigShop as the marketplace that understands the data. Publish in English with a German-language executive summary.

Delivered by: K&C (research design, analysis, writing) with BigShop (proprietary data) • Investment: £4,500 — includes research design, data synthesis, writing, German executive summary, and publication
07 AVS International Scoring Breakdown — All Markets
MarketAI Visibility (40%)Source Quality (30%)Narrative (30%)Total AVS InternationalStatus
🇬🇧 United Kingdom 58 → 23.2 48 → 14.4 50 → 15.0 52 CITED
🇺🇸 United States 35 → 14.0 28 → 8.4 30 → 9.0 31 EMERGING
🇩🇪 Germany 15 → 6.0 16 → 4.8 24 → 7.2 18 WHISPER
GLOBAL WEIGHTED 37 EMERGING
Confidence Level
High confidence across all markets. 72+ queries across 4 LLMs in 3 markets. UK data is most robust (local-language engines, comprehensive query coverage). US data is strong but Amazon-dominated responses make smaller marketplace signals harder to isolate. Germany data is limited by BigShop's minimal German-language content footprint — the low score accurately reflects a content gap, not a measurement gap.
08 What This Report Is (And Isn't)
Methodology Note
This is a snapshot of how BigShop appears in AI-generated answers across three markets as of March 2026. AI models update regularly — results will change over time. Our recommendations are based on patterns observed across thousands of queries and the best available research on how AI models select and cite sources. This is not a guarantee of specific outcomes — GEO is a new and evolving discipline and the mechanisms by which LLMs choose what to cite are not fully understood by anyone. Multi-country analysis adds complexity — local-language LLM behaviour varies significantly between markets. We recommend re-auditing quarterly to track movement and evolve strategy.
Recommended Next Steps
1. Review per-market findings and prioritise by strategic importance
2. Germany requires immediate attention — the European expansion depends on German AI visibility
3. US repositioning should run in parallel with UK consolidation
4. Re-audit all three markets in June 2026 to measure movement
5. Repeat strategy per-market based on what's working. Measure, act, review, repeat. Be honest.
09 Data Vault

Raw data snapshot — retained for re-audit comparison.

Parameter🇬🇧 UK🇺🇸 US🇩🇪 Germany
AVS International Score52 — CITED31 — EMERGING18 — WHISPER
Total Mentions1883
Share of Voice19%8%4%
Citation Sources1252
Engines TestedChatGPT-GB, Perplexity-GB, Gemini-GB, Copilot-GBChatGPT, Perplexity, Gemini, CopilotChatGPT-DE, Perplexity-DE, Gemini-DE, Copilot-DE
Snapshot DateMarch 2026
Report TypeAVS International Multi-Country Audit
AVS International Scoring Framework
GHOST 0–10Brand is functionally invisible in AI
WHISPER 11–30Occasional, inconsistent presence
EMERGING 31–50Growing visibility with targetable weaknesses
CITED 51–75Consistent presence across platforms
KNOWN & CITED 76–100Benchmark-setting authority

Multi-Country AVS International Needs Quarterly Tracking

Multi-market brands face compounding complexity — what works in the UK may not work in Germany. Platform behaviour differs by locale. Quarterly tracking across all three markets means you're measuring the right things in the right places every 90 days.

Bespoke pricing (quarterly multi-country AVS International)
3 markets × 4 quarters = 12 market reports + cross-market summaries + per-market recommendations. Contact K&C for a quote.

Questions? Contact K&C: [email protected]